{ "cells": [ { "cell_type": "markdown", "id": "9dbb8763-90f0-4b0f-9a4e-3e4b7e8a348e", "metadata": {}, "source": [ "\n", "Rodent silent substitution\n", "==========================\n", "\n", "Silent substitution has been applied to study the effects of melanopic stimulation on circadian responses in mice (e.g., [Mouland et al., 2021](https://onlinelibrary.wiley.com/doi/10.1111/jpi.12735)). This example demonstrates how to create a custom `Rodent` observer class and prepare cone-silent melanopsin modulations for a BGRW projector. Let's assume that the device will project onto a pane of diffusive material above a chamber containing the mouse. Note that the the following workflow may be applied for any custom observer whose action spectra are available.\n", "\n", "These action spectra were obtained from the Rodent Toolbox ([Lucas et al., 2014](https://www.cell.com/trends/neurosciences/fulltext/S0166-2236(13)00197-5)). Note that mice do not possess a third cone, and that the spectral sensitivities peak at different locations in the visual spectrum in comparison to humans. In particular, S-cone sensitivity is shifted leftwards towards the near-UV portion of the spectrum and there is increased overlap of the M-cone, melanopic and rhodopic action spectra.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "10d96849-a327-4633-b47e-622a821b58ae", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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scmelrhmc
Wavelength
3000.0040860.0007540.0006760.000577
3010.0058990.0010420.0009050.000804
3020.0087760.0015300.0013120.001195
3030.0127150.0022200.0018980.001749
3040.0177180.0031100.0026620.002467
...............
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481 rows × 4 columns

\n", "
" ], "text/plain": [ " sc mel rh mc\n", "Wavelength \n", "300 0.004086 0.000754 0.000676 0.000577\n", "301 0.005899 0.001042 0.000905 0.000804\n", "302 0.008776 0.001530 0.001312 0.001195\n", "303 0.012715 0.002220 0.001898 0.001749\n", "304 0.017718 0.003110 0.002662 0.002467\n", "... ... ... ... ...\n", "776 0.000000 0.000000 0.000000 0.000000\n", "777 0.000000 0.000000 0.000000 0.000000\n", "778 0.000000 0.000000 0.000000 0.000000\n", "779 0.000000 0.000000 0.000000 0.000000\n", "780 0.000000 0.000000 0.000000 0.000000\n", "\n", "[481 rows x 4 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from pysilsub import problems, observers\n", "\n", "# Load the rodent action spectra\n", "rodent_action_spectra = pd.read_csv(\n", " '../../pysilsub/data/rodent_action_spectra.csv',\n", " index_col='Wavelength'\n", ")\n", "rodent_action_spectra" ] }, { "cell_type": "code", "execution_count": 2, "id": "b4b2c114-4bdd-42a4-a248-57a5fcee99e8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Assigned new (probably not suitable) colors for action spectra.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create custom rodent model using the _Observer base class\n", "class Rodent(observers._Observer):\n", " def __init__(self):\n", " super().__init__()\n", "\n", "# Instantiate observer class\n", "mouse = Rodent()\n", "\n", "# Assign rodent action spectra\n", "mouse.action_spectra = rodent_action_spectra\n", "\n", "# Override list of photoreceptors and colors used for plotting\n", "mouse.photoreceptors = mouse.action_spectra.columns.tolist()\n", "mouse.photorecptor_colors = {\n", " \"sc\": \"tab:blue\",\n", " \"mel\": \"tab:cyan\",\n", " \"rh\": \"tab:grey\",\n", " \"mc\": \"tab:green\"\n", "}\n", "\n", "# Plot action spectra\n", "mouse.plot_action_spectra(figsize=(8, 3));" ] }, { "cell_type": "markdown", "id": "d56c57de-a49e-4f0a-a65b-9548398fb4d9", "metadata": {}, "source": [ "Now that we have prepared the `Rodent` observer we need to set up the problem. Here, we will use example package data for a BGRW overhead projection system.\n", "\n", "The trick to making things go smoothly is to ensure that the calibration spectra of the stimulation device are sampled at the same wavelengths as the photoreceptor action spectra of the observer. The calibration spectra for the projector were originally sampled from 380-780 nm, so we need to reindex them in order to align the matrices." ] }, { "cell_type": "code", "execution_count": 3, "id": "f46c0722-a9c1-40cc-aa9f-313c3ead9b6b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load example data for BGRW projector\n", "ssp = problems.SilentSubstitutionProblem.from_package_data('VirtualSky')\n", "\n", "# Align the matrices for spds and spectral sensitivities. This\n", "# just adds a bunch of zeros to the left of each calibration spectrum.\n", "ssp.calibration = ssp.calibration.reindex(range(300, 781, 1), axis=1).fillna(0)\n", "\n", "# Plot spds\n", "fig, ax = plt.subplots(figsize=(8, 3))\n", "ssp.plot_calibration_spds(ax=ax);" ] }, { "cell_type": "markdown", "id": "f155d1dc-a165-45b3-aeff-f877e4fae1ae", "metadata": {}, "source": [ "Now we can assign the `Rodent` as the observer, define the silent substitution problem, and look for a solution. Today, we just want to find a cone-silent melanopsin modulation whilst ignoring the influence of rods." ] }, { "cell_type": "code", "execution_count": 4, "id": "916229c8-9651-4620-a122-9eea4f180ced", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "************************************************************\n", "*************** Silent Substitution Problem ****************\n", "************************************************************\n", "Device: VirtualSky (BGRW projector)\n", "Observer: Rodent\n", "Ignoring: ['rh']\n", "Silencing: ['sc', 'mc']\n", "Targeting: ['mel']\n", "Target contrast: [inf]\n", "Background: None\n", "\n", "\n", "~~~~~~~~~~~~~~~~~~~~~~~ optim_solve ~~~~~~~~~~~~~~~~~~~~~~~~\n", "> No background specified, will optimise background.\n", "> Aiming to maximise contrast.\n", "> Performing local optimization with SLSQP.\n" ] }, { "data": { "text/plain": [ " fun: -0.0963582342011021\n", " jac: array([ 1.24298624e+00, 5.10005513e-01, 1.90887507e-03,\n", " 3.62796021e-01, -1.00484468e+00, -4.40679822e-01,\n", " -4.63194214e-04, -4.33027646e-01])\n", " message: 'Optimization terminated successfully'\n", " nfev: 894\n", " nit: 85\n", " njev: 85\n", " status: 0\n", " success: True\n", " x: array([ 0.58504834, 0.66774773, 0.61869707, 0.94980023, 0.80000283,\n", " 0.79103615, 0.07958705, 0.42589015])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define the problem\n", "ssp.observer = mouse # Plug in the custom mousey\n", "ssp.ignore = ['rh']\n", "ssp.silence = ['sc', 'mc']\n", "ssp.target = ['mel']\n", "ssp.target_contrast = 'max'\n", "ssp.print_problem()\n", "\n", "# Find solution\n", "solution = ssp.optim_solve(**{'options':{'disp':False}})\n", "solution" ] }, { "cell_type": "code", "execution_count": 5, "id": "e9f4c3af-3a59-4f38-8106-6352b1f659fa", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot solution\n", "fig, axs = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "ssp.plot_solution_spds(solution.x, ax=axs[0])\n", "ssp.plot_solution_aopic(solution.x, ax=axs[1])\n", "axs[1].set_ylabel('W/m$^2$');" ] }, { "cell_type": "markdown", "id": "0f8388bb-518f-4d0e-b432-dcb9b4c8a111", "metadata": {}, "source": [ "In general, silent substitution is challenging in mice because of the significant overlap of the M-cone, melanopic and rhodopic action spectra. Some studies have got around this problem by using red-cone knock-in mouse models (e.g., [Storchi et al., 2015](https://www.pnas.org/doi/10.1073/pnas.1505274112); [Allen et al., 2014](https://www.cell.com/current-biology/fulltext/S0960-9822(14)01135-X)) where the spectral sensitivity of the M-cone is shifted rightward. A stimulation system with optimised LED wavelengths will also help with the spectral separation of the photopigments." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }